Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	4721
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	829.8 KiB
Average record size in memory	180.0 B

Variable types

Categorical	3
Numeric	15

Alerts

`numbervmailmessages` is highly overall correlated with `voicemailplan`	High correlation
`totaldayminutes` is highly overall correlated with `totaldaycharge`	High correlation
`totaldaycharge` is highly overall correlated with `totaldayminutes`	High correlation
`totaleveminutes` is highly overall correlated with `totalevecharge`	High correlation
`totalevecharge` is highly overall correlated with `totaleveminutes`	High correlation
`totalnightminutes` is highly overall correlated with `totalnightcharge`	High correlation
`totalnightcharge` is highly overall correlated with `totalnightminutes`	High correlation
`totalintlminutes` is highly overall correlated with `totalintlcharge`	High correlation
`totalintlcharge` is highly overall correlated with `totalintlminutes`	High correlation
`voicemailplan` is highly overall correlated with `numbervmailmessages`	High correlation
`internationalplan` is highly imbalanced (54.7%)	Imbalance
`numbervmailmessages` has 3483 (73.8%) zeros	Zeros
`numbercustomerservicecalls` has 971 (20.6%) zeros	Zeros

Reproduction

Analysis started	2023-03-22 09:49:21.971600
Analysis finished	2023-03-22 09:50:03.077384
Duration	41.11 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

churn
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.8 KiB

0	4079
1	642

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4721
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	4079	86.4%
1	642	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4079	86.4%
1	642	13.6%

Most occurring characters

Value	Count	Frequency (%)
0	4079	86.4%
1	642	13.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4721	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4079	86.4%
1	642	13.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	4721	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4079	86.4%
1	642	13.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4721	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4079	86.4%
1	642	13.6%

accountlength
Real number (ℝ)

Distinct	210
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.918238

Minimum	1
Maximum	217
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	1
5-th percentile	35
Q1	73
median	100
Q3	127
95-th percentile	166
Maximum	217
Range	216
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	39.299039
Coefficient of variation (CV)	0.39331198
Kurtosis	-0.22666394
Mean	99.918238
Median Absolute Deviation (MAD)	27
Skewness	0.058607176
Sum	471714
Variance	1544.4145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	64	1.4%
87	56	1.2%
93	56	1.2%
105	55	1.2%
100	53	1.1%
112	53	1.1%
95	52	1.1%
116	50	1.1%
101	50	1.1%
78	49	1.0%
Other values (200)	4183	88.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	0.2%
2	2	< 0.1%
3	8	0.2%
4	3	0.1%
5	1	< 0.1%
6	2	< 0.1%
7	4	0.1%
8	1	< 0.1%
9	3	0.1%
10	3	0.1%

Value	Count	Frequency (%)
217	3	0.1%
216	1	< 0.1%
215	1	< 0.1%
212	2	< 0.1%
210	2	< 0.1%
209	3	0.1%
208	1	< 0.1%
205	2	< 0.1%
204	1	< 0.1%
202	2	< 0.1%

internationalplan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.8 KiB

0	4272
1	449

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4721
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	4272	90.5%
1	449	9.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4272	90.5%
1	449	9.5%

Most occurring characters

Value	Count	Frequency (%)
0	4272	90.5%
1	449	9.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4721	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4272	90.5%
1	449	9.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	4721	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4272	90.5%
1	449	9.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4721	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4272	90.5%
1	449	9.5%

voicemailplan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.8 KiB

0	3482
1	1239

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4721
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3482	73.8%
1	1239	26.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3482	73.8%
1	1239	26.2%

Most occurring characters

Value	Count	Frequency (%)
0	3482	73.8%
1	1239	26.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4721	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3482	73.8%
1	1239	26.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	4721	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3482	73.8%
1	1239	26.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4721	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3482	73.8%
1	1239	26.2%

numbervmailmessages
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6454141

Minimum	0
Maximum	48
Zeros	3483
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16
95-th percentile	36
Maximum	48
Range	48
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	13.420311
Coefficient of variation (CV)	1.7553413
Kurtosis	0.20184797
Mean	7.6454141
Median Absolute Deviation (MAD)	0
Skewness	1.3573374
Sum	36094
Variance	180.10475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	3483	73.8%
31	77	1.6%
28	63	1.3%
29	63	1.3%
33	62	1.3%
24	60	1.3%
27	60	1.3%
26	56	1.2%
30	56	1.2%
32	51	1.1%
Other values (34)	690	14.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3483	73.8%
4	1	< 0.1%
6	2	< 0.1%
8	1	< 0.1%
9	2	< 0.1%
10	4	0.1%
11	2	< 0.1%
12	11	0.2%
13	4	0.1%
14	9	0.2%

Value	Count	Frequency (%)
48	4	0.1%
47	4	0.1%
46	8	0.2%
45	10	0.2%
44	9	0.2%
43	16	0.3%
42	16	0.3%
41	21	0.4%
40	26	0.6%
39	40	0.8%

totaldayminutes
Real number (ℝ)

Distinct	1912
Distinct (%)	40.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.70483

Minimum	25.9
Maximum	338.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	25.9
5-th percentile	93.2
Q1	144
median	180.1
Q3	216.7
95-th percentile	271.2
Maximum	338.4
Range	312.5
Interquartile range (IQR)	72.7

Descriptive statistics

Standard deviation	53.154035
Coefficient of variation (CV)	0.29414839
Kurtosis	-0.1592517
Mean	180.70483
Median Absolute Deviation (MAD)	36.3
Skewness	0.021507088
Sum	853107.5
Variance	2825.3515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
174.5	9	0.2%
180	9	0.2%
177.1	9	0.2%
189.3	9	0.2%
159.5	9	0.2%
154	9	0.2%
143.7	8	0.2%
185	8	0.2%
168.4	8	0.2%
184.5	8	0.2%
Other values (1902)	4635	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.9	1	< 0.1%
27	1	< 0.1%
29.9	1	< 0.1%
30.9	1	< 0.1%
34	1	< 0.1%
34.5	1	< 0.1%
35.1	1	< 0.1%
37.4	1	< 0.1%
37.7	1	< 0.1%
37.8	1	< 0.1%

Value	Count	Frequency (%)
338.4	1	< 0.1%
337.4	1	< 0.1%
335.5	1	< 0.1%
334.3	1	< 0.1%
332.9	1	< 0.1%
332.1	1	< 0.1%
329.8	1	< 0.1%
328.1	1	< 0.1%
326.5	1	< 0.1%
326.3	1	< 0.1%

totaldaycalls
Real number (ℝ)

Distinct	113
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.08028

Minimum	42
Maximum	158
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	42
5-th percentile	67
Q1	87
median	100
Q3	113
95-th percentile	133
Maximum	158
Range	116
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.528058
Coefficient of variation (CV)	0.19512393
Kurtosis	-0.1463992
Mean	100.08028
Median Absolute Deviation (MAD)	13
Skewness	-0.012371531
Sum	472479
Variance	381.34504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	111	2.4%
102	107	2.3%
95	99	2.1%
100	98	2.1%
97	98	2.1%
94	98	2.1%
112	97	2.1%
110	96	2.0%
108	95	2.0%
96	94	2.0%
Other values (103)	3728	79.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	2	< 0.1%
44	4	0.1%
45	3	0.1%
46	1	< 0.1%
47	3	0.1%
48	4	0.1%
49	3	0.1%
50	1	< 0.1%
51	4	0.1%
52	6	0.1%

Value	Count	Frequency (%)
158	3	0.1%
157	2	< 0.1%
156	3	0.1%
152	2	< 0.1%
151	6	0.1%
150	6	0.1%
149	1	< 0.1%
148	6	0.1%
147	10	0.2%
146	7	0.1%

totaldaycharge
Real number (ℝ)

Distinct	1912
Distinct (%)	40.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.720381

Minimum	4.4
Maximum	57.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	4.4
5-th percentile	15.84
Q1	24.48
median	30.62
Q3	36.84
95-th percentile	46.1
Maximum	57.53
Range	53.13
Interquartile range (IQR)	12.36

Descriptive statistics

Standard deviation	9.036148
Coefficient of variation (CV)	0.29414179
Kurtosis	-0.15916187
Mean	30.720381
Median Absolute Deviation (MAD)	6.17
Skewness	0.021522326
Sum	145030.92
Variance	81.65197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.67	9	0.2%
30.6	9	0.2%
30.11	9	0.2%
32.18	9	0.2%
27.12	9	0.2%
26.18	9	0.2%
24.43	8	0.2%
31.45	8	0.2%
28.63	8	0.2%
31.37	8	0.2%
Other values (1902)	4635	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.4	1	< 0.1%
4.59	1	< 0.1%
5.08	1	< 0.1%
5.25	1	< 0.1%
5.78	1	< 0.1%
5.87	1	< 0.1%
5.97	1	< 0.1%
6.36	1	< 0.1%
6.41	1	< 0.1%
6.43	1	< 0.1%

Value	Count	Frequency (%)
57.53	1	< 0.1%
57.36	1	< 0.1%
57.04	1	< 0.1%
56.83	1	< 0.1%
56.59	1	< 0.1%
56.46	1	< 0.1%
56.07	1	< 0.1%
55.78	1	< 0.1%
55.51	1	< 0.1%
55.47	1	< 0.1%

totaleveminutes
Real number (ℝ)

Distinct	1833
Distinct (%)	38.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.72156

Minimum	52.9
Maximum	349.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	52.9
5-th percentile	118.9
Q1	166.7
median	201.1
Q3	233.9
95-th percentile	283.3
Maximum	349.4
Range	296.5
Interquartile range (IQR)	67.2

Descriptive statistics

Standard deviation	49.661687
Coefficient of variation (CV)	0.2474158
Kurtosis	-0.14692218
Mean	200.72156
Median Absolute Deviation (MAD)	33.9
Skewness	0.020262572
Sum	947606.5
Variance	2466.2831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169.9	10	0.2%
199.7	10	0.2%
230.9	10	0.2%
194	9	0.2%
167.6	9	0.2%
187.5	9	0.2%
230	8	0.2%
195.5	8	0.2%
196	8	0.2%
209.9	8	0.2%
Other values (1823)	4632	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52.9	1	< 0.1%
53.2	1	< 0.1%
56	1	< 0.1%
58.6	1	< 0.1%
58.9	1	< 0.1%
60	1	< 0.1%
60.8	1	< 0.1%
61.9	1	< 0.1%
64.3	1	< 0.1%
65.2	1	< 0.1%

Value	Count	Frequency (%)
349.4	1	< 0.1%
348.9	1	< 0.1%
348.5	1	< 0.1%
347.3	1	< 0.1%
345.1	1	< 0.1%
344.9	1	< 0.1%
344	1	< 0.1%
341.3	1	< 0.1%
340.3	1	< 0.1%
339.9	1	< 0.1%

totalevecalls
Real number (ℝ)

Distinct	117
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.25842

Minimum	42
Maximum	159
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	42
5-th percentile	68
Q1	87
median	101
Q3	114
95-th percentile	133
Maximum	159
Range	117
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	19.578075
Coefficient of variation (CV)	0.19527611
Kurtosis	-0.12345086
Mean	100.25842
Median Absolute Deviation (MAD)	13
Skewness	0.0047917731
Sum	473320
Variance	383.301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	111	2.4%
97	105	2.2%
91	104	2.2%
103	101	2.1%
94	98	2.1%
101	97	2.1%
104	96	2.0%
96	95	2.0%
109	94	2.0%
111	93	2.0%
Other values (107)	3727	78.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	1	< 0.1%
43	1	< 0.1%
44	2	< 0.1%
45	1	< 0.1%
46	5	0.1%
47	2	< 0.1%
48	6	0.1%
49	2	< 0.1%
50	4	0.1%
51	6	0.1%

Value	Count	Frequency (%)
159	1	< 0.1%
157	1	< 0.1%
156	1	< 0.1%
155	5	0.1%
154	4	0.1%
153	1	< 0.1%
152	7	0.1%
151	4	0.1%
150	6	0.1%
149	8	0.2%

totalevecharge
Real number (ℝ)

Distinct	1619
Distinct (%)	34.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.061561

Minimum	4.5
Maximum	29.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	4.5
5-th percentile	10.11
Q1	14.17
median	17.09
Q3	19.88
95-th percentile	24.08
Maximum	29.7
Range	25.2
Interquartile range (IQR)	5.71

Descriptive statistics

Standard deviation	4.2212269
Coefficient of variation (CV)	0.24741153
Kurtosis	-0.14702755
Mean	17.061561
Median Absolute Deviation (MAD)	2.88
Skewness	0.020300672
Sum	80547.63
Variance	17.818757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.12	14	0.3%
14.25	14	0.3%
16.97	13	0.3%
18.96	13	0.3%
15.9	12	0.3%
18.79	12	0.3%
19.41	12	0.3%
16.41	11	0.2%
16.18	11	0.2%
18.62	11	0.2%
Other values (1609)	4598	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	1	< 0.1%
4.52	1	< 0.1%
4.76	1	< 0.1%
4.98	1	< 0.1%
5.01	1	< 0.1%
5.1	1	< 0.1%
5.17	1	< 0.1%
5.26	1	< 0.1%
5.47	1	< 0.1%
5.54	1	< 0.1%

Value	Count	Frequency (%)
29.7	1	< 0.1%
29.66	1	< 0.1%
29.62	1	< 0.1%
29.52	1	< 0.1%
29.33	1	< 0.1%
29.32	1	< 0.1%
29.24	1	< 0.1%
29.01	1	< 0.1%
28.93	1	< 0.1%
28.89	1	< 0.1%

totalnightminutes
Real number (ℝ)

Distinct	1809
Distinct (%)	38.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.39343

Minimum	53.3
Maximum	349.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	53.3
5-th percentile	117.9
Q1	167.1
median	200.4
Q3	234.7
95-th percentile	282.5
Maximum	349.2
Range	295.9
Interquartile range (IQR)	67.6

Descriptive statistics

Standard deviation	49.585817
Coefficient of variation (CV)	0.24744233
Kurtosis	-0.19070447
Mean	200.39343
Median Absolute Deviation (MAD)	33.7
Skewness	-0.013386375
Sum	946057.4
Variance	2458.7533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
188.2	11	0.2%
194.3	11	0.2%
208.9	10	0.2%
186.2	10	0.2%
228.1	10	0.2%
191.4	9	0.2%
214.7	9	0.2%
192.7	9	0.2%
197.4	9	0.2%
193.6	9	0.2%
Other values (1799)	4624	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53.3	1	< 0.1%
54	1	< 0.1%
54.5	1	< 0.1%
56.6	1	< 0.1%
57.5	1	< 0.1%
59.5	1	< 0.1%
60.3	1	< 0.1%
61.4	1	< 0.1%
63.3	1	< 0.1%
63.6	1	< 0.1%

Value	Count	Frequency (%)
349.2	1	< 0.1%
345.8	1	< 0.1%
344.3	1	< 0.1%
342.8	1	< 0.1%
336.1	1	< 0.1%
334.7	1	< 0.1%
333.5	2	< 0.1%
332.8	1	< 0.1%
332.7	1	< 0.1%
332.2	2	< 0.1%

totalnightcalls
Real number (ℝ)

Distinct	116
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.905317

Minimum	42
Maximum	159
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	42
5-th percentile	67
Q1	87
median	100
Q3	113
95-th percentile	132
Maximum	159
Range	117
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.596451
Coefficient of variation (CV)	0.19615024
Kurtosis	-0.15723154
Mean	99.905317
Median Absolute Deviation (MAD)	13
Skewness	0.0081001396
Sum	471653
Variance	384.02091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	115	2.4%
100	101	2.1%
102	101	2.1%
91	101	2.1%
104	101	2.1%
99	100	2.1%
94	99	2.1%
98	98	2.1%
95	96	2.0%
103	95	2.0%
Other values (106)	3714	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42	4	0.1%
43	1	< 0.1%
44	1	< 0.1%
46	3	0.1%
48	3	0.1%
49	4	0.1%
50	5	0.1%
51	4	0.1%
52	4	0.1%
53	10	0.2%

Value	Count	Frequency (%)
159	2	< 0.1%
158	2	< 0.1%
157	2	< 0.1%
156	1	< 0.1%
155	4	0.1%
154	3	0.1%
153	3	0.1%
152	2	< 0.1%
151	8	0.2%
150	5	0.1%

totalnightcharge
Real number (ℝ)

Distinct	999
Distinct (%)	21.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0178183

Minimum	2.4
Maximum	15.71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	2.4
5-th percentile	5.31
Q1	7.52
median	9.02
Q3	10.56
95-th percentile	12.71
Maximum	15.71
Range	13.31
Interquartile range (IQR)	3.04

Descriptive statistics

Standard deviation	2.2313705
Coefficient of variation (CV)	0.24744018
Kurtosis	-0.19080617
Mean	9.0178183
Median Absolute Deviation (MAD)	1.52
Skewness	-0.013421393
Sum	42573.12
Variance	4.9790145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.47	19	0.4%
9.66	18	0.4%
8.15	18	0.4%
10.26	18	0.4%
10.8	17	0.4%
10.49	17	0.4%
9.63	17	0.4%
9.4	17	0.4%
9.76	16	0.3%
9.65	16	0.3%
Other values (989)	4548	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.4	1	< 0.1%
2.43	1	< 0.1%
2.45	1	< 0.1%
2.55	1	< 0.1%
2.59	1	< 0.1%
2.68	1	< 0.1%
2.71	1	< 0.1%
2.76	1	< 0.1%
2.85	1	< 0.1%
2.86	1	< 0.1%

Value	Count	Frequency (%)
15.71	1	< 0.1%
15.56	1	< 0.1%
15.49	1	< 0.1%
15.43	1	< 0.1%
15.12	1	< 0.1%
15.06	1	< 0.1%
15.01	2	< 0.1%
14.98	1	< 0.1%
14.97	1	< 0.1%
14.95	2	< 0.1%

totalintlminutes
Real number (ℝ)

Distinct	153
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.319996

Minimum	2.5
Maximum	18.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	2.5
5-th percentile	5.9
Q1	8.6
median	10.4
Q3	12
95-th percentile	14.6
Maximum	18.2
Range	15.7
Interquartile range (IQR)	3.4

Descriptive statistics

Standard deviation	2.6119945
Coefficient of variation (CV)	0.25310035
Kurtosis	-0.12421981
Mean	10.319996
Median Absolute Deviation (MAD)	1.7
Skewness	-0.015032267
Sum	48720.7
Variance	6.8225153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.8	85	1.8%
11.1	84	1.8%
10.5	78	1.7%
11.3	78	1.7%
10.1	78	1.7%
11.4	78	1.7%
10.9	77	1.6%
10	74	1.6%
10.6	74	1.6%
11	74	1.6%
Other values (143)	3941	83.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.5	1	< 0.1%
2.6	1	< 0.1%
2.7	1	< 0.1%
2.9	2	< 0.1%
3.1	2	< 0.1%
3.3	2	< 0.1%
3.4	2	< 0.1%
3.5	5	0.1%
3.6	2	< 0.1%
3.7	5	0.1%

Value	Count	Frequency (%)
18.2	2	< 0.1%
18	3	0.1%
17.9	1	< 0.1%
17.8	3	0.1%
17.7	1	< 0.1%
17.6	2	< 0.1%
17.5	3	0.1%
17.3	3	0.1%
17.2	3	0.1%
17.1	1	< 0.1%

totalintlcalls
Real number (ℝ)

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3226011

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	9
Maximum	11
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.1522396
Coefficient of variation (CV)	0.49790381
Kurtosis	0.30889288
Mean	4.3226011
Median Absolute Deviation (MAD)	1
Skewness	0.7903479
Sum	20407
Variance	4.6321353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
3	961	20.4%
4	912	19.3%
2	714	15.1%
5	684	14.5%
6	477	10.1%
7	295	6.2%
1	249	5.3%
8	169	3.6%
9	143	3.0%
10	74	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	249	5.3%
2	714	15.1%
3	961	20.4%
4	912	19.3%
5	684	14.5%
6	477	10.1%
7	295	6.2%
8	169	3.6%
9	143	3.0%
10	74	1.6%

Value	Count	Frequency (%)
11	43	0.9%
10	74	1.6%
9	143	3.0%
8	169	3.6%
7	295	6.2%
6	477	10.1%
5	684	14.5%
4	912	19.3%
3	961	20.4%
2	714	15.1%

totalintlcharge
Real number (ℝ)

Distinct	153
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7869159

Minimum	0.68
Maximum	4.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	0.68
5-th percentile	1.59
Q1	2.32
median	2.81
Q3	3.24
95-th percentile	3.94
Maximum	4.91
Range	4.23
Interquartile range (IQR)	0.92

Descriptive statistics

Standard deviation	0.70516393
Coefficient of variation (CV)	0.25302663
Kurtosis	-0.12414773
Mean	2.7869159
Median Absolute Deviation (MAD)	0.46
Skewness	-0.015054879
Sum	13157.03
Variance	0.49725616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.65	85	1.8%
3	84	1.8%
2.84	78	1.7%
3.05	78	1.7%
2.73	78	1.7%
3.08	78	1.7%
2.94	77	1.6%
2.7	74	1.6%
2.86	74	1.6%
2.97	74	1.6%
Other values (143)	3941	83.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.68	1	< 0.1%
0.7	1	< 0.1%
0.73	1	< 0.1%
0.78	2	< 0.1%
0.84	2	< 0.1%
0.89	2	< 0.1%
0.92	2	< 0.1%
0.95	5	0.1%
0.97	2	< 0.1%
1	5	0.1%

Value	Count	Frequency (%)
4.91	2	< 0.1%
4.86	3	0.1%
4.83	1	< 0.1%
4.81	3	0.1%
4.78	1	< 0.1%
4.75	2	< 0.1%
4.73	3	0.1%
4.67	3	0.1%
4.64	3	0.1%
4.62	1	< 0.1%

numbercustomerservicecalls
Real number (ℝ)

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5255243

Minimum	0
Maximum	5
Zeros	971
Zeros (%)	20.6%
Negative	0
Negative (%)	0.0%
Memory size	73.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2119789
Coefficient of variation (CV)	0.79446715
Kurtosis	0.017259047
Mean	1.5255243
Median Absolute Deviation (MAD)	1
Skewness	0.70614853
Sum	7202
Variance	1.4688929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	1691	35.8%
2	1090	23.1%
0	971	20.6%
3	635	13.5%
4	244	5.2%
5	90	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	971	20.6%
1	1691	35.8%
2	1090	23.1%
3	635	13.5%
4	244	5.2%
5	90	1.9%

Value	Count	Frequency (%)
5	90	1.9%
4	244	5.2%
3	635	13.5%
2	1090	23.1%
1	1691	35.8%
0	971	20.6%

Auto

Heatmap
Table

	accountlength	numbervmailmessages	totaldayminutes	totaldaycalls	totaldaycharge	totaleveminutes	totalevecalls	totalevecharge	totalnightminutes	totalnightcalls	totalnightcharge	totalintlminutes	totalintlcalls	totalintlcharge	numbercustomerservicecalls	churn	internationalplan	voicemailplan
accountlength	1.000	-0.007	0.005	0.026	0.005	-0.018	0.007	-0.018	-0.003	-0.005	-0.003	0.012	0.019	0.012	-0.008	0.000	0.000	0.021
numbervmailmessages	-0.007	1.000	0.010	-0.002	0.010	0.024	-0.004	0.024	0.001	-0.005	0.001	0.002	-0.020	0.002	-0.014	0.110	0.006	0.998
totaldayminutes	0.005	0.010	1.000	0.006	1.000	-0.008	0.015	-0.008	0.005	-0.002	0.005	-0.027	-0.009	-0.027	0.002	0.363	0.046	0.014
totaldaycalls	0.026	-0.002	0.006	1.000	0.006	0.010	0.009	0.010	0.002	-0.005	0.002	0.004	0.013	0.004	-0.014	0.017	0.000	0.022
totaldaycharge	0.005	0.010	1.000	0.006	1.000	-0.008	0.015	-0.008	0.005	-0.002	0.005	-0.027	-0.009	-0.027	0.002	0.363	0.045	0.011
totaleveminutes	-0.018	0.024	-0.008	0.010	-0.008	1.000	0.001	1.000	-0.021	0.011	-0.021	0.013	0.010	0.013	-0.023	0.089	0.020	0.033
totalevecalls	0.007	-0.004	0.015	0.009	0.015	0.001	1.000	0.001	0.016	-0.018	0.016	-0.012	0.004	-0.012	0.005	0.033	0.000	0.024
totalevecharge	-0.018	0.024	-0.008	0.010	-0.008	1.000	0.001	1.000	-0.021	0.011	-0.021	0.013	0.010	0.013	-0.023	0.088	0.019	0.033
totalnightminutes	-0.003	0.001	0.005	0.002	0.005	-0.021	0.016	-0.021	1.000	0.014	1.000	-0.006	-0.010	-0.006	-0.018	0.039	0.031	0.006
totalnightcalls	-0.005	-0.005	-0.002	-0.005	-0.002	0.011	-0.018	0.011	0.014	1.000	0.014	0.010	0.003	0.010	0.001	0.000	0.000	0.000
totalnightcharge	-0.003	0.001	0.005	0.002	0.005	-0.021	0.016	-0.021	1.000	0.014	1.000	-0.006	-0.010	-0.006	-0.018	0.041	0.034	0.000
totalintlminutes	0.012	0.002	-0.027	0.004	-0.027	0.013	-0.012	0.013	-0.006	0.010	-0.006	1.000	-0.007	1.000	-0.010	0.102	0.033	0.000
totalintlcalls	0.019	-0.020	-0.009	0.013	-0.009	0.010	0.004	0.010	-0.010	0.003	-0.010	-0.007	1.000	-0.007	0.003	0.082	0.000	0.000
totalintlcharge	0.012	0.002	-0.027	0.004	-0.027	0.013	-0.012	0.013	-0.006	0.010	-0.006	1.000	-0.007	1.000	-0.010	0.102	0.033	0.000
numbercustomerservicecalls	-0.008	-0.014	0.002	-0.014	0.002	-0.023	0.005	-0.023	-0.018	0.001	-0.018	-0.010	0.003	-0.010	1.000	0.285	0.000	0.027
churn	0.000	0.110	0.363	0.017	0.363	0.089	0.033	0.088	0.039	0.000	0.041	0.102	0.082	0.102	0.285	1.000	0.255	0.111
internationalplan	0.000	0.006	0.046	0.000	0.045	0.020	0.000	0.019	0.031	0.000	0.034	0.033	0.000	0.033	0.000	0.255	1.000	0.000
voicemailplan	0.021	0.998	0.014	0.022	0.011	0.033	0.024	0.033	0.006	0.000	0.000	0.000	0.000	0.000	0.027	0.111	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	churn	accountlength	internationalplan	voicemailplan	numbervmailmessages	totaldayminutes	totaldaycalls	totaldaycharge	totaleveminutes	totalevecalls	totalevecharge	totalnightminutes	totalnightcalls	totalnightcharge	totalintlminutes	totalintlcalls	totalintlcharge	numbercustomerservicecalls
0	0	128	0	1	25	265.1	110	45.07	197.4	99	16.78	244.7	91	11.01	10.0	3	2.70	1
1	0	107	0	1	26	161.6	123	27.47	195.5	103	16.62	254.4	103	11.45	13.7	3	3.70	1
2	0	137	0	0	0	243.4	114	41.38	121.2	110	10.30	162.6	104	7.32	12.2	5	3.29	0
3	0	84	1	0	0	299.4	71	50.90	61.9	88	5.26	196.9	89	8.86	6.6	7	1.78	2
4	0	75	1	0	0	166.7	113	28.34	148.3	122	12.61	186.9	121	8.41	10.1	3	2.73	3
5	0	118	1	0	0	223.4	98	37.98	220.6	101	18.75	203.9	118	9.18	6.3	6	1.70	0
6	0	121	0	1	24	218.2	88	37.09	348.5	108	29.62	212.6	118	9.57	7.5	7	2.03	3
7	0	147	1	0	0	157.0	79	26.69	103.1	94	8.76	211.8	96	9.53	7.1	6	1.92	0
9	0	141	1	1	37	258.6	84	43.96	222.0	111	18.87	326.4	97	14.69	11.2	5	3.02	0
10	1	65	0	0	0	129.1	137	21.95	228.5	83	19.42	208.8	111	9.40	12.7	6	3.43	4

	churn	accountlength	voicemailplan	numbervmailmessages	totaldayminutes	totaldaycalls	totaldaycharge	totaleveminutes	totalevecalls	totalevecharge	totalnightminutes	totalnightcalls	totalnightcharge	totalintlminutes	totalintlcalls	totalintlcharge	numbercustomerservicecalls
4989	0	150	0	0	170.0	115	28.90	162.7	138	13.83	267.2	77	12.02	8.3	2	2.24	0
4990	1	140	0	0	244.7	115	41.60	258.6	101	21.98	231.3	112	10.41	7.5	6	2.03	1
4991	1	97	0	0	252.6	89	42.94	340.3	91	28.93	256.5	67	11.54	8.8	5	2.38	1
4992	0	83	0	0	188.3	70	32.01	243.8	88	20.72	213.7	79	9.62	10.3	6	2.78	0
4993	0	73	0	0	177.9	89	30.24	131.2	82	11.15	186.2	89	8.38	11.5	6	3.11	3
4994	0	75	0	0	170.7	101	29.02	193.1	126	16.41	129.1	104	5.81	6.9	7	1.86	1
4995	0	50	1	40	235.7	127	40.07	223.0	126	18.96	297.5	116	13.39	9.9	5	2.67	2
4996	1	152	0	0	184.2	90	31.31	256.8	73	21.83	213.6	113	9.61	14.7	2	3.97	3
4997	0	61	0	0	140.6	89	23.90	172.8	128	14.69	212.4	97	9.56	13.6	4	3.67	1
4998	0	109	0	0	188.8	67	32.10	171.7	92	14.59	224.4	89	10.10	8.5	6	2.30	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample